Efficient nonmyopic batch active search
Shali Jiang, Washington University in St. Louis; Gustavo Malkomes, Washington University in St. Louis; Matthew Abbott, Washington University in St. Louis; Benjamin Moseley, Washington University in St. Louis; Roman Garnett, Washington University in St. Louis
(pdf)

The reparameterization trick for acquisition functions
James Wilson, Imperial College of London; Riccardo Moriconi, Imperial College of London; Frank Hutter, University of Freiburg; Marc Peter Deisenroth, Imperial College of London
(pdf)

A parametric approach to Bayesian optimization with pairwise comparisons
Marco Cox, Eindhoven University of Technology; Bert de Vries, Eindhoven University of Technology
(pdf)